In [1]:
In [2]:
C:\Users\Sagar\AppData\Local\Temp\ipykernel_8920\4098787362.py:1: DtypeWarning: Columns (4,6,31,33,61,62,63,76,79,90,92,94,96,114,115,121) have mixed types. Specify dtype option on import or set low_memory=False.
  df = pd.read_csv(r"E:\projects\Global_Terrorism\globalterrorismdb_0718dist.csv",encoding='ISO-8859-1')
In [3]:
Out[3]:
eventid iyear imonth iday approxdate extended resolution country country_txt region ... addnotes scite1 scite2 scite3 dbsource INT_LOG INT_IDEO INT_MISC INT_ANY related
0 197000000001 1970 7 2 NaN 0 NaN 58 Dominican Republic 2 ... NaN NaN NaN NaN PGIS 0 0 0 0 NaN
1 197000000002 1970 0 0 NaN 0 NaN 130 Mexico 1 ... NaN NaN NaN NaN PGIS 0 1 1 1 NaN
2 197001000001 1970 1 0 NaN 0 NaN 160 Philippines 5 ... NaN NaN NaN NaN PGIS -9 -9 1 1 NaN
3 197001000002 1970 1 0 NaN 0 NaN 78 Greece 8 ... NaN NaN NaN NaN PGIS -9 -9 1 1 NaN
4 197001000003 1970 1 0 NaN 0 NaN 101 Japan 4 ... NaN NaN NaN NaN PGIS -9 -9 1 1 NaN

5 rows × 135 columns

DATA PREPROCESSING

In [4]:
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 181691 entries, 0 to 181690
Columns: 135 entries, eventid to related
dtypes: float64(55), int64(22), object(58)
memory usage: 187.1+ MB
In [5]:
Out[5]:
Index(['eventid', 'iyear', 'imonth', 'iday', 'approxdate', 'extended',
       'resolution', 'country', 'country_txt', 'region',
       ...
       'addnotes', 'scite1', 'scite2', 'scite3', 'dbsource', 'INT_LOG',
       'INT_IDEO', 'INT_MISC', 'INT_ANY', 'related'],
      dtype='object', length=135)
In [6]:
C:\Users\Sagar\AppData\Local\Temp\ipykernel_8920\2867145718.py:3: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_terrorism.rename(columns={'iyear':'Year','imonth':'Month','iday':'Day','extended':'Extended','country_txt':'Country',
In [7]:
Out[7]:
Year Month Day Extended Country Region City Success Suicide Attack_Type Target_Type Attack_Group Weapon Number_of_Killed
0 1970 7 2 0 Dominican Republic Central America & Caribbean Santo Domingo 1 0 Assassination Private Citizens & Property MANO-D Unknown 1.0
1 1970 0 0 0 Mexico North America Mexico city 1 0 Hostage Taking (Kidnapping) Government (Diplomatic) 23rd of September Communist League Unknown 0.0
2 1970 1 0 0 Philippines Southeast Asia Unknown 1 0 Assassination Journalists & Media Unknown Unknown 1.0
3 1970 1 0 0 Greece Western Europe Athens 1 0 Bombing/Explosion Government (Diplomatic) Unknown Explosives NaN
4 1970 1 0 0 Japan East Asia Fukouka 1 0 Facility/Infrastructure Attack Government (Diplomatic) Unknown Incendiary NaN
In [8]:
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 181691 entries, 0 to 181690
Data columns (total 14 columns):
 #   Column            Non-Null Count   Dtype  
---  ------            --------------   -----  
 0   Year              181691 non-null  int64  
 1   Month             181691 non-null  int64  
 2   Day               181691 non-null  int64  
 3   Extended          181691 non-null  int64  
 4   Country           181691 non-null  object 
 5   Region            181691 non-null  object 
 6   City              181256 non-null  object 
 7   Success           181691 non-null  int64  
 8   Suicide           181691 non-null  int64  
 9   Attack_Type       181691 non-null  object 
 10  Target_Type       181691 non-null  object 
 11  Attack_Group      181691 non-null  object 
 12  Weapon            181691 non-null  object 
 13  Number_of_Killed  171378 non-null  float64
dtypes: float64(1), int64(6), object(7)
memory usage: 19.4+ MB
In [9]:
Year                    0
Month                   0
Day                     0
Extended                0
Country                 0
Region                  0
City                  435
Success                 0
Suicide                 0
Attack_Type             0
Target_Type             0
Attack_Group            0
Weapon                  0
Number_of_Killed    10313
dtype: int64

Percentage:
Out[9]:
Year                0.000000
Month               0.000000
Day                 0.000000
Extended            0.000000
Country             0.000000
Region              0.000000
City                0.239417
Success             0.000000
Suicide             0.000000
Attack_Type         0.000000
Target_Type         0.000000
Attack_Group        0.000000
Weapon              0.000000
Number_of_Killed    5.676120
dtype: float64
In [10]:
Region : ['Central America & Caribbean' 'North America' 'Southeast Asia'
 'Western Europe' 'East Asia' 'South America' 'Eastern Europe'
 'Sub-Saharan Africa' 'Middle East & North Africa' 'Australasia & Oceania'
 'South Asia' 'Central Asia']
Attack_Type : ['Assassination' 'Hostage Taking (Kidnapping)' 'Bombing/Explosion'
 'Facility/Infrastructure Attack' 'Armed Assault' 'Hijacking' 'Unknown'
 'Unarmed Assault' 'Hostage Taking (Barricade Incident)']
Target_Type : ['Private Citizens & Property' 'Government (Diplomatic)'
 'Journalists & Media' 'Police' 'Utilities' 'Military'
 'Government (General)' 'Airports & Aircraft' 'Business'
 'Educational Institution' 'Violent Political Party'
 'Religious Figures/Institutions' 'Unknown' 'Transportation' 'Tourists'
 'NGO' 'Telecommunication' 'Food or Water Supply'
 'Terrorists/Non-State Militia' 'Other' 'Maritime' 'Abortion Related']
Weapon : ['Unknown' 'Explosives' 'Incendiary' 'Firearms' 'Chemical' 'Melee'
 'Sabotage Equipment'
 'Vehicle (not to include vehicle-borne explosives, i.e., car or truck bombs)'
 'Fake Weapons' 'Radiological' 'Other' 'Biological']

Observation

The city column has 0.23 percent null values, we can replace it by unknown The Number of killed column has 5.6 percent null values , we can replace these by 0

In [11]:
C:\Users\Sagar\AppData\Local\Temp\ipykernel_8920\1493484474.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_terrorism['City'].fillna('Unknown',inplace = True)
C:\Users\Sagar\AppData\Local\Temp\ipykernel_8920\1493484474.py:4: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_terrorism['Number_of_Killed'].fillna(0,inplace=True)
In [12]:
Out[12]:
Year                0
Month               0
Day                 0
Extended            0
Country             0
Region              0
City                0
Success             0
Suicide             0
Attack_Type         0
Target_Type         0
Attack_Group        0
Weapon              0
Number_of_Killed    0
dtype: int64
In [13]:
C:\Users\Sagar\AppData\Local\Temp\ipykernel_8920\540239078.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df_terrorism['Number_of_Killed'] = df_terrorism['Number_of_Killed'].astype(int)
In [14]:
Out[14]:
Year Month Day Extended Country Region City Success Suicide Attack_Type Target_Type Attack_Group Weapon Number_of_Killed
0 1970 7 2 0 Dominican Republic Central America & Caribbean Santo Domingo 1 0 Assassination Private Citizens & Property MANO-D Unknown 1
1 1970 0 0 0 Mexico North America Mexico city 1 0 Hostage Taking (Kidnapping) Government (Diplomatic) 23rd of September Communist League Unknown 0
2 1970 1 0 0 Philippines Southeast Asia Unknown 1 0 Assassination Journalists & Media Unknown Unknown 1
3 1970 1 0 0 Greece Western Europe Athens 1 0 Bombing/Explosion Government (Diplomatic) Unknown Explosives 0
4 1970 1 0 0 Japan East Asia Fukouka 1 0 Facility/Infrastructure Attack Government (Diplomatic) Unknown Incendiary 0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
181686 2017 12 31 0 Somalia Sub-Saharan Africa Ceelka Geelow 1 0 Armed Assault Military Al-Shabaab Firearms 1
181687 2017 12 31 0 Syria Middle East & North Africa Jableh 1 0 Bombing/Explosion Military Muslim extremists Explosives 2
181688 2017 12 31 0 Philippines Southeast Asia Kubentog 1 0 Facility/Infrastructure Attack Private Citizens & Property Bangsamoro Islamic Freedom Movement (BIFM) Incendiary 0
181689 2017 12 31 0 India South Asia Imphal 0 0 Bombing/Explosion Government (General) Unknown Explosives 0
181690 2017 12 31 0 Philippines Southeast Asia Cotabato City 0 0 Bombing/Explosion Unknown Unknown Explosives 0

165984 rows × 14 columns

In [15]:
In [16]:
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
In [17]:
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
In [18]:
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):

Observation

The terrorist attack peaked from 2012 with year 2014 as the highest number of terrorist attacks followed by 2015 and 2016

Q Visualize the Number of terrorist activities in top 10 cities

In [19]:
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
Out[19]:
Text(0.5, 1.0, 'Number of Terrorist Activities in Top 10 Cities')
In [20]:
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
Out[20]:
Text(0.5, 1.0, 'Number of Terrorist Activities in Top 10 Cities')

Q Visualize the No of terrorist activies in top 10 Countires¶

In [21]:
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead
  if pd.api.types.is_categorical_dtype(vector):
Out[21]:
Text(0.5, 1.0, 'Number of Terrorist Activities in Top 10 Cities')

Q Visualize the No of terrorist activities in top 10 region by year¶

In [22]:

Q Visualize the terrorist groups using a word cloud (The size of the word shows the repetitive attacks by a terrorist organization )¶

In [23]:
Wordcloud imported!
word cloud dictionary created!

Observation: ISIL, FMLN, and Taliban are three most prominent organization in conducting terrorist activities

Q Visualize the top 10 common target types for terrorists¶

In [24]:

Q Visualize the No of Persons killed by Year In Pakistan. What is the relation?

In [25]:
In [26]:
19701980199020002010−500050010001500200025003000
Regression Plot of Number of Killed vs Year in PakistanYearNumber of Killed

Q Visualize the Number of people killed by year and country wise

In [27]:
567891023456789100234567891000197019801990200020102020
CountryDominican RepublicMexicoPhilippinesGreeceJapanUnited StatesUruguayItalyEast Germany (GDR)EthiopiaGuatemalaVenezuelaWest Germany (FRG)SwitzerlandJordanSpainBrazilEgyptArgentinaLebanonIrelandTurkeyParaguayIranUnited KingdomColombiaBoliviaNicaraguaNetherlandsBelgiumCanadaAustraliaPakistanZambiaSwedenCosta RicaSouth YemenCambodiaIsraelPolandTaiwanPanamaKuwaitWest Bank and Gaza StripAustriaCzechoslovakiaIndiaFranceSouth VietnamBruneiZairePeople's Republic of the CongoPortugalAlgeriaEl SalvadorThailandHaitiSudanMoroccoCyprusMyanmarAfghanistanPeruChileHondurasYugoslaviaEcuadorNew ZealandMalaysiaSingaporeBotswanaJamaicaChadNorth YemenAndorraSyriaSouth KoreaUnited Arab EmiratesSouth AfricaKenyaIraqSomaliaTanzaniaSri LankaNamibiaBahamasNigeriaBarbadosTrinidad and TobagoBangladeshAngolaMauritaniaSaudi ArabiaDjiboutiIndonesiaMaltaRhodesiaSoviet UnionDenmarkWestern SaharaGuyanaMozambiqueTunisiaUgandaNorwayLesothoGabonLibyaBahrainHong KongSenegalZimbabweGuineaGrenadaNew HebridesBelizeGuadeloupeMartiniqueVatican CityAlbaniaCentral African RepublicSeychellesDominicaQatarBulgariaSurinameSwazilandLuxembourgIcelandFrench GuianaFalkland IslandsBurkina FasoNew CaledoniaRomaniaNigerNepalTogoFinlandFijiGhanaMaldivesMauritiusHungaryLaosPapua New GuineaChinaLiberiaRepublic of the CongoMaliGermanyYemenRwandaSierra LeoneCameroonCubaCroatiaGeorgiaAzerbaijanMadagascarLithuaniaBurundiUkraineMoldovaArmeniaRussiaIvory CoastKazakhstanAntigua and BarbudaBosnia-HerzegovinaEquatorial GuineaTajikistanMalawiUzbekistanLatviaEstoniaVietnamComorosBeninSlovak RepublicMacedoniaWallis and FutunaBelarusCzech RepublicSloveniaGambiaNorth KoreaEritreaSt. Kitts and NevisFrench PolynesiaMacauKyrgyzstanVanuatuDemocratic Republic of the CongoKosovoSolomon IslandsEast TimorSt. LuciaGuinea-BissauMontenegroInternationalTurkmenistanSerbia-MontenegroBhutanSerbiaSouth SudanNumber_of_KilledYear

chloreopath and world map¶

In [28]:
GeoJSON file downloaded!

'wget' is not recognized as an internal or external command,
operable program or batch file.
In [29]:
In [30]:
Year=19701970197319761979198619841988199119951998200120042007201020132016010203040Number_of_KilledNo of person killed by Country▶◼

Multivariate Analysis¶

In [31]:
In [32]:
C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning:

use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning:

use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning:

use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning:

use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning:

use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning:

use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1119: FutureWarning:

use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead


C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead


C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\_oldcore.py:1498: FutureWarning:

is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead

C:\Users\Sagar\anaconda3\lib\site-packages\seaborn\axisgrid.py:118: UserWarning:

The figure layout has changed to tight
In [ ]: